rewirebio.iobenchmarks
Evaluation

NTv2-50M, max, all tokens pooling, on the RVDB 33-class dataset

Published comparison; transcribed, not reproduced.

Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: NTv2-50M, frozen embeddings, max, all tokens pooling, 1-NN (Bůžková et al. 2026)Protocol: RVDB 33-class viral classification by nearest-neighbour retrieval over frozen embeddings (Bůžková et al. 2026 Table 3)
Dataset: RVDB C-RVDB v31.0 primary dataset, 33 refined classes
0.867 Accuracy (33-class RVDB dataset, 1-NN over frozen embeddings)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

NTv2-50M, max, all tokens pooling, on the RVDB 33-class dataset

gfm2-20261011-buzkova2026-protocol-acc-33

Aggregation: Not reported

Analyzing Genomic Foundation Models for Viral Sequence Identification · Table 3, column 'NTv2-50M', row 'Max, all tokens'

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

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  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

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Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

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Run locally

A pinned recipe describes the inputs, environment and resource requirements.

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Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

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  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

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Evaluation procedure

RVDB 33-class viral classification by nearest-neighbour retrieval over frozen embeddings (Bůžková et al. 2026 Table 3)

Configuration
NTv2-50M, frozen embeddings, max, all tokens pooling, 1-NN (Bůžková et al. 2026)
Protocol
RVDB 33-class viral classification by nearest-neighbour retrieval over frozen embeddings (Bůžková et al. 2026 Table 3)
Dataset
RVDB C-RVDB v31.0 primary dataset, 33 refined classes
origin
Independent external evaluation
configuration
Primary source as retrieved 2026-10-11
protocol id
gfm2-20261011-buzkova2026-protocol-acc-33
dataset version
C-RVDB v31.0 primary dataset, 33 refined classes
split
350 indexed and 150 queried sequences per class
population
4,950 test sequences
inputs
Nucleotide sequence up to 2,046 bp
adaptation
None: frozen weights, max, all tokens pooling, 1-NN over the indexed training embeddings
metric implementation
Accuracy over test sequences
aggregation
Pooled over test sequences
budget
Not reported

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
350 indexed and 150 queried sequences per class
Adaptation
None: frozen weights, max, all tokens pooling, 1-NN over the indexed training embeddings
Scoring implementation
Accuracy over test sequences

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

19 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
None: frozen weights, max, all tokens pooling, 1-NN over the indexed training embeddings
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: aggregation
Pooled over test sequences
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: budget
Not reported
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: dataset version
C-RVDB v31.0 primary dataset, 33 refined classes
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: inputs
Nucleotide sequence up to 2,046 bp
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: metric implementation
Accuracy over test sequences
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: population
4,950 test sequences
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: protocol id
gfm2-20261011-buzkova2026-protocol-acc-33
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Comparison: split
350 indexed and 150 queried sequences per class
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Limitations
1 values
  • Independent evaluation; the authors develop none of the models compared.
Context-only references
Analyzing Genomic Foundation Models for Viral Sequence Identification

Original source ↗

Table 3, column 'NTv2-50M', row 'Max, all tokens'

Version: bioRxiv v1, posted 2026-09-28
Retrieved: 2026-10-11T00:48:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.limitations

Source artifact SHA-256: 9a589a2088f8466502b1035228db3e594065e984e5755c25d907471225f75c19

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: gfm2-20261011-buzkova2026-eval-t3-ntv2-50m-max-all

areas
dna-genomes
contexts
research
origin
independent_paper
protocol
gfm2-20261011-buzkova2026-protocol-acc-33
version
Primary source as retrieved 2026-10-11
comparison
protocol id: gfm2-20261011-buzkova2026-protocol-acc-33; dataset version: C-RVDB v31.0 primary dataset, 33 refined classes; split: 350 indexed and 150 queried sequences per class; population: 4,950 test sequences; inputs: Nucleotide sequence up to 2,046 bp; adaptation: None: frozen weights, max, all tokens pooling, 1-NN over the indexed training embeddings; metric implementation: Accuracy over test sequences; aggregation: Pooled over test sequences; budget: Not reported
source locator
Table 3, column 'NTv2-50M', row 'Max, all tokens'
limitations
Independent evaluation; the authors develop none of the models compared.
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